Data-driven forward and inverse analysis of two-dimensional soil consolidation using physics-informed neural network

• المؤلفون الرئيسيون: Wang, Yu, Shi, Chao, Shi, Jiangwei, Lu, Hu
• مؤلفون آخرون: School of Civil and Environmental Engineering
• التنسيق: مقال
• اللغة: English
• منشور في: 2024
• الموضوعات: Engineering; Conditional prediction; Parameter identification
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/179542

Employing machine learning algorithms to forecast the behavior of nonlinear spatiotemporal systems, such as soil consolidation induced by land reclamation, has been popular in recent years. Although pure data-driven models demonstrate strong performance within their training domain, i.e., in-sample...